{
  "_id": "6aae2c893d719c1f84078cbe",
  "Package": "exploratory",
  "Title": "A Tool for Large-Scale Exploratory Analyses",
  "Version": "0.3.31",
  "Authors@R": "person(given = \"Jin\",\nfamily = \"Kim\",\nrole = c(\"aut\", \"cre\"),\nemail = \"jin.m.kim@yale.edu\",\ncomment = c(ORCID = \"https://orcid.org/0000-0002-5013-3958\"))",
  "Description": "Conduct numerous exploratory analyses in an instant with a\npoint-and-click interface. With one simple command, this tool\nlaunches a Shiny App on the local machine. Drag and drop\nvariables in a data set to categorize them as possible\nindependent, dependent, moderating, or mediating variables.\nThen run dozens (or hundreds) of analyses instantly to uncover\nany statistically significant relationships among variables.\nAny relationship thus uncovered should be tested in follow-up\nstudies. This tool is designed only to facilitate exploratory\nanalyses and should NEVER be used for p-hacking. Many of the\nfunctions used in this package are previous versions of\nfunctions in the R Packages 'kim' and 'ezr'. Selected\nReferences: Chang et al. (2021)\n<https://CRAN.R-project.org/package=shiny>. Dowle et al. (2021)\n<https://CRAN.R-project.org/package=data.table>. Kim (2023)\n<https://jinkim.science/docs/kim.pdf>. Kim (2021)\n<doi:10.5281/zenodo.4619237>. Kim (2020)\n<https://CRAN.R-project.org/package=ezr>. Simmons et al. (2011)\n<doi:10.1177/0956797611417632> Tingley et al. (2019)\n<https://CRAN.R-project.org/package=mediation>. Wickham et al.\n(2020) <https://CRAN.R-project.org/package=ggplot2>.",
  "License": "GPL-3",
  "URL": "https://exploratoryonly.com",
  "BugReports": "https://github.com/jinkim3/exploratory/issues",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.2.3",
  "Config/pak/sysreqs": "cmake git make libicu-dev libuv1-dev libx11-dev\nzlib1g-dev",
  "Repository": "https://jinkim3.r-universe.dev",
  "Date/Publication": "2023-10-10 09:58:37 UTC",
  "RemoteUrl": "https://github.com/jinkim3/exploratory",
  "RemoteRef": "HEAD",
  "RemoteSha": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-09-19 06:25:41 UTC",
    "User": "root"
  },
  "Author": "Jin Kim [aut, cre] (ORCID: <https://orcid.org/0000-0002-5013-3958>)",
  "Maintainer": "Jin Kim <jin.m.kim@yale.edu>",
  "_user": "jinkim3",
  "_type": "src",
  "_file": "exploratory_0.3.31.tar.gz",
  "_fileid": "https://r2.ropensci.org/d8a48f925bdc51c6ea22690c6931034a75c675eb6437a8316c3657979b947aba",
  "_filesize": 197440,
  "_sha256": "d8a48f925bdc51c6ea22690c6931034a75c675eb6437a8316c3657979b947aba",
  "_expires": "2026-12-28T06:32:39.000Z",
  "_created": "2026-09-19T06:25:41.000Z",
  "_published": "2026-09-19T06:32:40.980Z",
  "_jobs": [
    {
      "job": 105853495043,
      "time": 155,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10578229338"
    },
    {
      "job": 105853495077,
      "time": 195,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10578779070"
    },
    {
      "job": 105853495054,
      "time": 95,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "10578359450"
    },
    {
      "job": 105853495015,
      "time": 92,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10579211569"
    },
    {
      "job": 105853077021,
      "time": 208,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10579161446"
    },
    {
      "job": 105853495078,
      "time": 142,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "10579616059"
    },
    {
      "job": 105853495068,
      "time": 112,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10579840369"
    },
    {
      "job": 105853495023,
      "time": 104,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "10579291313"
    },
    {
      "job": 105853495042,
      "time": 99,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10579166532"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436",
  "_status": "success",
  "_upstream": "https://github.com/jinkim3/exploratory",
  "_commit": {
    "id": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
    "author": "unknown <jin.m.kim@yale.edu>",
    "committer": "unknown <jin.m.kim@yale.edu>",
    "message": "31\n",
    "time": 1696931917
  },
  "_maintainer": {
    "name": "Jin Kim",
    "email": "jin.m.kim@yale.edu",
    "orcid": "0000-0002-5013-3958"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "data.table",
      "role": "Imports"
    },
    {
      "package": "DT",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "ggridges",
      "role": "Imports"
    },
    {
      "package": "lemon",
      "role": "Imports"
    },
    {
      "package": "lm.beta",
      "role": "Imports"
    },
    {
      "package": "mediation",
      "role": "Imports"
    },
    {
      "package": "remotes",
      "role": "Imports"
    },
    {
      "package": "shiny",
      "role": "Imports"
    },
    {
      "package": "shinydashboard",
      "role": "Imports"
    },
    {
      "package": "weights",
      "role": "Imports"
    },
    {
      "package": "moments",
      "role": "Suggests"
    }
  ],
  "_owner": "jinkim3",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 5,
  "_contributors": [
    {
      "user": "jinkim3",
      "count": 6,
      "uuid": 74407067
    }
  ],
  "_userbio": {
    "uuid": 74407067,
    "type": "user",
    "name": "jinkim3",
    "followers": 2
  },
  "_downloads": {
    "count": 288,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/exploratory"
  },
  "_mentions": 5,
  "_devurl": "https://github.com/jinkim3/exploratory",
  "_searchresults": 46,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/exploratory.html",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md"
  ],
  "_homeurl": "https://github.com/jinkim3/exploratory",
  "_realowner": "jinkim3",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.53",
      "date": "2021-03-22"
    },
    {
      "version": "0.3.13",
      "date": "2021-04-22"
    },
    {
      "version": "0.3.31",
      "date": "2023-10-10"
    }
  ],
  "_exports": [
    "cohen_d_from_cohen_textbook",
    "compare_groups",
    "desc_stats",
    "desc_stats_by_group",
    "exploratory",
    "histogram",
    "histogram_by_group",
    "id_across_datasets",
    "kurtosis",
    "mann_whitney",
    "mediation_analysis",
    "merge_data_table_list",
    "merge_data_tables",
    "multiple_regression",
    "order_rows_specifically_in_dt",
    "prep",
    "pretty_round_p_value",
    "read_csv",
    "scatterplot",
    "se_of_mean",
    "skewness",
    "t_test_pairwise",
    "tabulate_vector",
    "theme_kim",
    "update_exploratory",
    "wilcoxon_rank_sum_test"
  ],
  "_help": [
    {
      "page": "cohen_d_from_cohen_textbook",
      "title": "Cohen's d from Jacob Cohen's textbook (1988)",
      "topics": [
        "cohen_d_from_cohen_textbook"
      ]
    },
    {
      "page": "compare_groups",
      "title": "Compare groups",
      "topics": [
        "compare_groups"
      ]
    },
    {
      "page": "desc_stats",
      "title": "Descriptive statistics",
      "topics": [
        "desc_stats"
      ]
    },
    {
      "page": "desc_stats_by_group",
      "title": "Descriptive statistics by group",
      "topics": [
        "desc_stats_by_group"
      ]
    },
    {
      "page": "exploratory",
      "title": "Launch the exploratory analysis tool",
      "topics": [
        "exploratory"
      ]
    },
    {
      "page": "histogram",
      "title": "Histogram",
      "topics": [
        "histogram"
      ]
    },
    {
      "page": "histogram_by_group",
      "title": "Histogram by group",
      "topics": [
        "histogram_by_group"
      ]
    },
    {
      "page": "id_across_datasets",
      "title": "ID across datasets",
      "topics": [
        "id_across_datasets"
      ]
    },
    {
      "page": "kurtosis",
      "title": "Kurtosis",
      "topics": [
        "kurtosis"
      ]
    },
    {
      "page": "mann_whitney",
      "title": "Mann-Whitney U Test (Also called Wilcoxon Rank-Sum Test)",
      "topics": [
        "mann_whitney"
      ]
    },
    {
      "page": "mediation_analysis",
      "title": "Mediation analysis",
      "topics": [
        "mediation_analysis"
      ]
    },
    {
      "page": "merge_data_table_list",
      "title": "Merge a list of data tables",
      "topics": [
        "merge_data_table_list"
      ]
    },
    {
      "page": "merge_data_tables",
      "title": "Merge data tables",
      "topics": [
        "merge_data_tables"
      ]
    },
    {
      "page": "multiple_regression",
      "title": "Summarize multiple regression results in a data.table",
      "topics": [
        "multiple_regression"
      ]
    },
    {
      "page": "order_rows_specifically_in_dt",
      "title": "Order rows specifically in a data table",
      "topics": [
        "order_rows_specifically_in_dt"
      ]
    },
    {
      "page": "prep",
      "title": "Prepare package(s) for use",
      "topics": [
        "prep"
      ]
    },
    {
      "page": "pretty_round_p_value",
      "title": "Pretty round p-value",
      "topics": [
        "pretty_round_p_value"
      ]
    },
    {
      "page": "read_csv",
      "title": "Read a csv file",
      "topics": [
        "read_csv"
      ]
    },
    {
      "page": "scatterplot",
      "title": "Scatterplot",
      "topics": [
        "scatterplot"
      ]
    },
    {
      "page": "se_of_mean",
      "title": "Standard error of the mean",
      "topics": [
        "se_of_mean"
      ]
    },
    {
      "page": "skewness",
      "title": "Skewness",
      "topics": [
        "skewness"
      ]
    },
    {
      "page": "t_test_pairwise",
      "title": "t test, pairwise",
      "topics": [
        "t_test_pairwise"
      ]
    },
    {
      "page": "tabulate_vector",
      "title": "Tabulate vector",
      "topics": [
        "tabulate_vector"
      ]
    },
    {
      "page": "theme_kim",
      "title": "Theme Kim",
      "topics": [
        "theme_kim"
      ]
    },
    {
      "page": "update_exploratory",
      "title": "Update the package 'exploratory'",
      "topics": [
        "update_exploratory"
      ]
    },
    {
      "page": "wilcoxon_rank_sum_test",
      "title": "Wilcoxon Rank-Sum Test (Also called the Mann-Whitney U Test)",
      "topics": [
        "wilcoxon_rank_sum_test"
      ]
    }
  ],
  "_readme": "https://github.com/jinkim3/exploratory/raw/HEAD/README.md",
  "_rundeps": [
    "backports",
    "base64enc",
    "bit",
    "bit64",
    "boot",
    "broom",
    "bslib",
    "cachem",
    "checkmate",
    "cli",
    "clipr",
    "cluster",
    "codetools",
    "colorspace",
    "commonmark",
    "cpp11",
    "crayon",
    "crosstalk",
    "data.table",
    "digest",
    "dplyr",
    "DT",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "forcats",
    "foreach",
    "foreign",
    "Formula",
    "fs",
    "gdata",
    "generics",
    "ggplot2",
    "ggridges",
    "glmnet",
    "glue",
    "gridExtra",
    "gtable",
    "gtools",
    "haven",
    "highr",
    "Hmisc",
    "hms",
    "htmlTable",
    "htmltools",
    "htmlwidgets",
    "httpuv",
    "isoband",
    "iterators",
    "jomo",
    "jquerylib",
    "jsonlite",
    "knitr",
    "labeling",
    "later",
    "lattice",
    "lazyeval",
    "lemon",
    "lifecycle",
    "lm.beta",
    "lme4",
    "lpSolve",
    "magrittr",
    "MASS",
    "Matrix",
    "mediation",
    "memoise",
    "mice",
    "mime",
    "minqa",
    "mitml",
    "mvtnorm",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "ordinal",
    "otel",
    "pan",
    "pillar",
    "pkgconfig",
    "plyr",
    "prettyunits",
    "progress",
    "promises",
    "purrr",
    "R6",
    "rappdirs",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppEigen",
    "Rdpack",
    "readr",
    "reformulas",
    "remotes",
    "rlang",
    "rmarkdown",
    "rpart",
    "rstudioapi",
    "S7",
    "sandwich",
    "sass",
    "scales",
    "shape",
    "shiny",
    "shinydashboard",
    "sourcetools",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "tinytex",
    "tzdb",
    "ucminf",
    "utf8",
    "vctrs",
    "viridisLite",
    "vroom",
    "weights",
    "withr",
    "xfun",
    "xtable",
    "yaml",
    "zoo"
  ],
  "_score": 4.7596678446896306,
  "_indexed": true,
  "_nocasepkg": "exploratory",
  "_universes": [
    "jinkim3"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.3.31",
      "date": "2026-09-19T06:28:10.000Z",
      "distro": "resolute",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/66cc696bbabaf1f1f5bdccebf9dfce30f2bd04209d37f73f7083927247271a31",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.3.31",
      "date": "2026-09-19T06:28:38.000Z",
      "distro": "resolute",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/372091dc16d22621bafe8122632bba4c2be511cd6d316fd155449f489941358b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.3.31",
      "date": "2026-09-19T06:31:53.000Z",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/c4135d21150b49dc63d06c3ed3db9a0f29a481d42627e13955629cebe0ee520c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.3.31",
      "date": "2026-09-19T06:30:10.000Z",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/5531ad3d7f2e83ba6086f1f6a4bed664b247c822f2f34e91f958bfd3e250736a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.3.31",
      "date": "2026-09-19T06:28:22.000Z",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/73dace25d7d99bf3d66e98717f696a057591c0b6ad29235783c1a57b1c32fb35",
      "status": "success",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.3.31",
      "date": "2026-09-19T06:27:17.000Z",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/e743610c2485f197cc6aa6e46dca69889433c31afd7245e7d8be33559a96a762",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.3.31",
      "date": "2026-09-19T06:27:02.000Z",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/b2e8ec301ccb2430a6db97a15eaf72d9e42cdf420d0982398e65ec3e046c936e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.3.31",
      "date": "2026-09-19T06:26:55.000Z",
      "commit": "bced3508dc610d741d7c667650c9ce4b2989d9e4",
      "fileid": "https://r2.ropensci.org/d365642120abe247966bbfeb31678cb5f2e2dda0d2b11bf0b22468d2295f1e38",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jinkim3/actions/runs/35426413436"
    }
  ]
}